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RAG Over CAD and BOM: Reference Architecture for PLM Knowledge Retrieval

RAG Over CAD and BOM: Reference Architecture for PLM Knowledge Retrieval

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inAINo Comments
RAG over CAD and BOM data for PLM knowledge retrieval — chunking strategies for engineering drawings, BOM graph embeddings, and a reference architecture proven in 2026 production.
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PLM for Digital Transformation: 10 PLM Tools (2026 Update)

PLM for Digital Transformation: 10 PLM Tools (2026 Update)

Posted by By mprcba April 24, 2026Posted inPLMNo Comments
Updated 2026 PLM landscape — Teamcenter, Windchill, 3DEXPERIENCE, Aras, OpenBOM, Duro, PTC Pure-SaaS — features, pricing tiers, and digital thread architecture trends.
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Asset Administration Shell: Industry 4.0 Submodels Guide

Asset Administration Shell: Industry 4.0 Submodels Guide

Posted by By MPRAUTO MPRAUTO April 23, 2026Posted inDigital TwinNo Comments
AAS architecture — how Asset Administration Shell submodels, IDTA specs, and Industry 4.0 digital nameplates standardize digital twins across OEMs, PLCs, and ERP systems.
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SysML v2 Hands-On Tutorial: Building Your First MBSE Model with PLM Integration

SysML v2 Hands-On Tutorial: Building Your First MBSE Model with PLM Integration

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inPLMNo Comments
Step-by-step SysML v2 tutorial covering KerML metamodel, textual notation, API-driven PLM integration, and practical MBSE workflows for systems engineers moving from SysML v1.
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Closed-Loop PLM: Feeding Field Data Back into Product Lifecycle Management for Continuous Improvement

Closed-Loop PLM: Feeding Field Data Back into Product Lifecycle Management for Continuous Improvement

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inPLMNo Comments
How closed-loop PLM architectures feed real-world sensor and usage data back into engineering, enabling continuous product improvement. Digital thread, data pipelines, and integration patterns.
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  • Neural Operators for Scientific Simulation: FNO & DeepONet (2026)
  • Multi-Sensor Fusion Architecture for Autonomous Robots (2026)
  • Open Banking API Architecture: PSD2 to PSD3/PSR (2026)
  • SPIFFE & SPIRE: Workload Identity Architecture for Zero Trust (2026)
  • Hybrid Search Architecture: Dense + Sparse Fusion with RRF (2026)
  • Physical Intelligence pi0.5 Explained: The VLA Robot Foundation Model (2026)
  • Single-Cell Foundation Models: scGPT & Geneformer (2026)
  • SLAM Architecture for Autonomous Robots: Localization & Mapping
  • EMV 3-D Secure 2: Payment Authentication Architecture (2026)
  • SLSA + Sigstore: Software Supply Chain Security Architecture (2026)
  • Agentic RAG Architecture: Retrieval Inside the Agent Loop (2026)
  • Mistral Large 3 Explained: Architecture & Benchmarks (2026)
  • How AI Weather Forecasting Models Work: GraphCast, GenCast, Aurora (2026)
  • VDA 5050 AMR Fleet Management: Reference Architecture (2026)
  • Sanctions Screening & Watchlist Filtering: System Architecture (2026)
  • KEDA Event-Driven Autoscaling on Kubernetes: Architecture (2026)
  • Diffusion LLMs: How Text Diffusion Models Work (2026)
  • OpenAI Sora 2 Explained: Video Generation Architecture (2026)
  • Cloud Labs: Remote Experimentation Architecture (2026)
  • MQTT Sparkplug B Reference Architecture for IIoT (2026)
  • Chargeback & Dispute Management System Architecture (2026)
  • Change Data Capture with Debezium: Streaming Architecture (2026)
  • GraphRAG: Knowledge-Graph Retrieval Architecture (2026)
  • Google Gemma 3 Explained: Architecture, Benchmarks & Deployment (2026)
  • Self-Driving Lab Data Provenance and Reproducibility (2026)
  • Industrial IoT Time-Series Data Platform Architecture (2026)
  • Reconciliation Engine Architecture for Payments (2026)
  • ClickHouse vs Druid vs Pinot: Real-Time OLAP ADR (2026)
  • Multi-LoRA Serving: Architecture for Thousands of Adapters (2026)
  • Claude Sonnet 5 Explained: Architecture, Benchmarks & Pricing (2026)
  • Autonomous Characterization: The Closed-Loop Perception Layer (2026)
  • Condition Monitoring and Machinery Health Architecture (2026)
  • Card Authorization Switch and Issuer Processing Architecture (2026)
  • Database Branching and Ephemeral Environments: An Architecture ADR (2026)
  • Expert-Parallel MoE Inference: Serving Sparse Models at Scale (2026)
  • FLUX Explained: Black Forest Labs’ Image-Generation Model (2026)
  • Space Debris Tracking and Conjunction Assessment Architecture (2026)
  • Engineering Change Management Architecture: ECR to ECO in PLM (2026)
  • Collateral and Margin Management Architecture for Derivatives (2026)

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